Formatting and validation are free, static analysis is nearly free, policy on the plan is cheap, and real apply-and-destroy tests are expensive and slow. Spend accordingly, and know what each layer cannot catch.
Most companies running Jenkins are not running it badly, they are running it unattended. How to tell a Jenkins worth keeping from one that is quietly costing you a day a week, and what migration actually costs.
Infracost turns a Terraform plan into a monthly delta on the pull request. What it estimates well, what it cannot estimate at all, and how to keep the comment from becoming wallpaper.
Backstage solves three real problems: finding who owns a service, creating one with the right scaffolding, and keeping docs near the code. It fails when the catalogue is maintained by hand.
The three changes that turn a hand-configured Jenkins into one you can rebuild from an empty machine in twenty minutes, and what each one costs to adopt.
Both will build your containers. The differences that actually decide it are runner economics, how each handles multi-repo pipelines, and what happens to your secrets.
Hosted minutes stop being cheap somewhere around 100,000 a month. Running your own runners on Kubernetes is straightforward; running them safely takes three specific decisions.
Pipeline duration is the cheapest developer productivity lever most teams never pull. Where the time really goes, and how to get a 40-minute build under 10 without changing CI vendor.
Argo CD is easy to install and easy to misuse. The repository layout, the sync policy and the secrets decision that separate a working GitOps setup from a dashboard full of red.
The static access key in your pipeline is the credential most likely to end up in a breach report. OIDC federation removes it in an afternoon, and the trust policy is where people get it wrong.
Shifting 10 percent of traffic to a new version is not a canary if nothing is watching. The metrics, the analysis window and the abort rule that make progressive delivery worth the complexity.
Terraform creates the machine, Ansible decides what is on it. Where the boundary belongs, why provisioners are a trap, and what changes when your estate is mostly containers.
Kubernetes-native CI gives you pipelines as custom resources and scaling for free. It also gives you a pipeline engine you now operate. When that trade is worth making.